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refresher
One stop shop for the information needed to get up to speed on a variety of tools
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Add regression refresher
#5
Open
cjuracek
opened
3 years ago
cjuracek
commented
3 years ago
Some initial ideas:
Formulas for both single + matrix multivariate linear regression
OLS estimators, derivation (matrix), and properties (bias = 0 (unbiased), var = sigma^2 (X^TX)^-1)
Assumptions of model
Interactions
Interpretation of beta coefficients
Interpreting R output
Lasso + Ridge regression
Mixed effect models (random effects)
Model selection for both fixed + random effects and derivations test statistics associated with them (likelihood ratio / F-test)
Some initial ideas: